For students
Pick a brief below, or bring the problem statement your department handed you. We architect it with you, review every commit, deploy it to a real URL, and rehearse the viva until no question surprises you.
See student support4 scoped briefs
2 mini · 2 major
A notebook with 98% accuracy is not a project — it is usually a leak. We teach the full loop: framing the problem, building an honest validation split, feature engineering, error analysis, and then serving the model behind an API where it can be monitored.
Two audiences, one engineering standard
Pick a brief below, or bring the problem statement your department handed you. We architect it with you, review every commit, deploy it to a real URL, and rehearse the viva until no question surprises you.
See student supportChurn and risk scoring, recommendation, anomaly detection, and taking an existing notebook to a served, monitored model — the model itself; the decision it feeds and the experiment that judges it sit with Data Analytics & BI.
Discuss a company buildMini projects
Three to four weeks. Narrow enough to finish, deep enough that you learn the decision that actually matters.
Predict who leaves and why, with feature importance a business person can read and a threshold tuned to the cost of a false negative.
You walk away with
A scorecard model with calibration curves and a fairness check across demographic slices.
You walk away with
Major projects
Ten to twelve weeks. Architecture, trade-offs, failure modes, deployment, and evidence—the project that carries an interview.
Train, track, register, deploy, and monitor a model — with drift detection that triggers a retrain.
You walk away with
Collaborative filtering plus content-based fallback, evaluated offline and then online with an A/B split.
You walk away with
Explore more
Bring us a product brief, a business problem, or a final-year project. We’ll turn it into a clear scope, a working build, and a handover you fully own.
Prefer email? info@tenzok.in